Curriculum Vitae

Education

• 2025.09 - 2028.06, Master Student in Department of Automation, Tsinghua University.
• 2021.09 - 2025.06, Undergrad Student in the School of AI, University of Chinese Academy of Sciences.
• 2024.01 - 2024.06, Visiting Student in Department of CSE, The Hong Kong University of Science and Technology.

Work experience

• 2022.07 - 2024.08: Research Assistant (Part-time, Remote)
  • SEI, ECNU
  • Supervisor: Xian Wei, Research Professor
• 2023.12 - 2025.04: Principal Investigator
  • At the School of AI, UCAS.
  • Also worked with the State Key Lab of MAIS, CASIA.
  • Funded by Beijing Natural Science Foundation (BJNSF)

Honors

• 2025.06 Excellent Bachelor’s Thesis
  • Awarded by University of Chinese Academy of Sciences
  • Top <10%
• 2024.10 National 2nd Scholarship for HK, MO and OC students
  • Awarded by MoE of the PRC
  • First in UCAS to receive, highest level

Publications

(arXiv Preprint) SM4RT: Learning Structured Motion Geometry for 4D Reconstruction

S.-H. J. Lin, W. Zheng, D. Zhuo, Y. Wu, J. Zhou, J. Lu, "SM4RT: Learning Structured Motion Geometry for 4D Reconstruction," in arXiv preprint 2607.22534, 2026.

PDDFormer: Pairwise Distance Distribution Graph Transformer for Crystal Material Property Prediction

???, "PDDFormer: Pairwise Distance Distribution Graph Transformer for Crystal Material Property Prediction," in International Joint Conference on Artificial Intelligence, 2025.

(arXiv Preprint) Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks

Y. Feng*, S.-H. J. Lin*, B. Gao and X. Wei, "Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks," in arXiv preprint 2503.20454, 2025.

Relaxed Rotational Equivariance via G-Biases in Vision

Z. Wu, Y. Liu, L. Sun, J. Yang, H. Dong, S.-H. J. Lin, X. Tang, J. Mi, B. Jin, and X. Wei, "Relaxed Rotational Equivariance via G-Biases in Vision," in AAAI Conference on Artificial Intelligence, 2025.

Hyperbolic Prototype Rectification for Few-Shot 3D Point Cloud Classification

Y.-Z. Feng*, S.-H. J. Lin*, X. Tang, M.-Y. Wang, J.-Z. Zheng, Z.-Y. He, Z.-Y. Pang, J. Yang, M.-S. Chen, and X. Wei, "Hyperbolic prototype rectification for few-shot 3D point cloud classification," Pattern Recognition, vol. 158, p. 111042, 2025.

Talks

Recent Advances of Geometric Deep Learning

December 10, 2024

Invited Talk at Chinese Academy of Sciences, Institute of Automation, Beijing, Beijing

Teaching

Teaching experience 1

Service and leadership

• Reviewer, ICCV 2025
• Graduate Student Member, IEEE, 2026
• Member, Undergraduate Admissions Committee for Jilin Province, UCAS, 2025
• Executive Member, Hong Kong Student Association Beijing (HKSABJ)
• Certified Mentor for Emergency Aid, Foundation of UCAS
• Student Member of IEEE, CAAI, CSIG

Language

• Mandarin Chinese, Cantonese, Fuzhounese, English (UK), German (Entry)